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Lý thuyết bằng chứng Dempster-Shafer×Lý thuyết Khả thể×
Lĩnh vựcTính toán mềmTính toán mềm
HọMachine learningMachine learning
Năm ra đời19761988
Người khởi xướngArthur P. Dempster & Glenn ShaferLotfi Zadeh; Didier Dubois & Henri Prade
LoạiUncertainty calculus for combining evidenceUncertainty quantification framework
Công trình gốcDempster, A. P. (1967). Upper and lower probabilities induced by a multivalued mapping. The Annals of Mathematical Statistics, 38(2), 325–339. DOI ↗Dubois, D., & Prade, H. (1988). Possibility Theory: An Approach to Computerized Processing of Uncertainty. Plenum Press. ISBN: 978-0-306-42520-2
Tên gọi khácevidence theory, belief functions, evidential reasoning, Dempster-Shafer kanıt teorisiFuzzy Possibility Theory, Possibilistic Reasoning, Olasılık Teorisi (Bulanık), Possibility Distribution Theory
Liên quan43
Tóm tắtDempster-Shafer theory is a mathematical framework for reasoning under uncertainty that generalizes Bayesian probability by representing ignorance explicitly. Instead of forcing a single probability on each hypothesis, it assigns belief mass to sets of hypotheses and derives a belief-plausibility interval, and it provides Dempster's rule for fusing evidence from multiple independent sources. Developed from Arthur Dempster's 1967 work and Glenn Shafer's 1976 monograph, it underpins evidential reasoning and sensor/decision fusion.Possibility Theory is a mathematical framework for representing and reasoning under uncertainty, introduced by Lotfi Zadeh in 1978 and systematically developed by Didier Dubois and Henri Prade in their 1988 monograph. It uses possibility distributions — functions assigning a degree in [0,1] to each element of a universe — to encode what is plausible or consistent with available information, complementing probability theory for situations where data is scarce or knowledge is imprecise.
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